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Research data keyboard_double_arrow_right Dataset 2021Publisher:Zenodo Dittmann, Anna; Dinger, Florian; Herzberg, Wiebke; Holland, Nicolas; Karalus, Steffen; Braun, Christian; Zähringer, Ralph; Heydenreich, Wolfgang; Lorenz, Elke;doi: 10.5281/zenodo.6633687 , 10.5281/zenodo.6543658 , 10.5281/zenodo.5851226 , 10.5281/zenodo.6028096 , 10.5281/zenodo.14750853 , 10.5281/zenodo.4036728 , 10.5281/zenodo.6907069 , 10.5281/zenodo.5675902 , 10.5281/zenodo.7886668 , 10.5281/zenodo.11092107 , 10.5281/zenodo.5196408 , 10.5281/zenodo.7061552 , 10.5281/zenodo.10870406 , 10.5281/zenodo.8224200 , 10.5281/zenodo.8415144 , 10.5281/zenodo.13882642 , 10.5281/zenodo.6394506 , 10.5281/zenodo.7689484 , 10.5281/zenodo.7236002 , 10.5281/zenodo.15013388 , 10.5281/zenodo.15013370 , 10.5281/zenodo.13882783 , 10.5281/zenodo.5127880 , 10.5281/zenodo.10694041 , 10.5281/zenodo.6857514 , 10.5281/zenodo.7311989 , 10.5281/zenodo.5548096 , 10.5281/zenodo.6511400 , 10.5281/zenodo.10592604 , 10.5281/zenodo.10552683 , 10.5281/zenodo.10137936 , 10.5281/zenodo.4036729 , 10.5281/zenodo.14750836 , 10.5281/zenodo.5795497 , 10.5281/zenodo.10729508 , 10.5281/zenodo.4817696 , 10.5281/zenodo.7157297 , 10.5281/zenodo.8219124 , 10.5281/zenodo.13308552
doi: 10.5281/zenodo.6633687 , 10.5281/zenodo.6543658 , 10.5281/zenodo.5851226 , 10.5281/zenodo.6028096 , 10.5281/zenodo.14750853 , 10.5281/zenodo.4036728 , 10.5281/zenodo.6907069 , 10.5281/zenodo.5675902 , 10.5281/zenodo.7886668 , 10.5281/zenodo.11092107 , 10.5281/zenodo.5196408 , 10.5281/zenodo.7061552 , 10.5281/zenodo.10870406 , 10.5281/zenodo.8224200 , 10.5281/zenodo.8415144 , 10.5281/zenodo.13882642 , 10.5281/zenodo.6394506 , 10.5281/zenodo.7689484 , 10.5281/zenodo.7236002 , 10.5281/zenodo.15013388 , 10.5281/zenodo.15013370 , 10.5281/zenodo.13882783 , 10.5281/zenodo.5127880 , 10.5281/zenodo.10694041 , 10.5281/zenodo.6857514 , 10.5281/zenodo.7311989 , 10.5281/zenodo.5548096 , 10.5281/zenodo.6511400 , 10.5281/zenodo.10592604 , 10.5281/zenodo.10552683 , 10.5281/zenodo.10137936 , 10.5281/zenodo.4036729 , 10.5281/zenodo.14750836 , 10.5281/zenodo.5795497 , 10.5281/zenodo.10729508 , 10.5281/zenodo.4817696 , 10.5281/zenodo.7157297 , 10.5281/zenodo.8219124 , 10.5281/zenodo.13308552
The PV-Live dataset comprises data from a network of 40 solar irradiance measurement stations across the German state of Baden-Württemberg. All stations measure global horizontal irradiance and temperature with a pyranometer, and global tilted irradiance in east, south, and west direction with tilt angles of 25° with three photovoltaic reference cells in minute resolution. A quality control scheme has been developed specifically for this dataset and is applied to the measurements before publication. The minute resolution irradiance and temperature measurements are published with the derived quality flags. A description of the dataset and the quality control scheme is given in Lorenz et al. (2022) and Lorenz et al. (2020). The dataset contains data from September 2020 onwards. It will be continuously extended by adding data of the previous month on a monthly basis. QUALITY FLAGS Two types of flags are provided with the data. Each sensor is assigned a general quality flag, which is based on a combination of different tests. In addition, a shading flag is given, which is not sensor specific, i.e. it applies to all irradiance sensors simultaneously. The flags can have the levels 'passed, all tests complete', 'passed, not all tests complete', 'failed tests, likely erroneous' or 'failed tests, most likely erroneous'. If the flag level of the general quality flags is 'failed tests, most likely erroneous' the corresponding measurement value is set to NaN. DATA FORMAT The data is published as monthly .zip archives. Each archive contains the following files: 1. Tab separated data files (tng000XX_YYYY-MM.tsv) for each station, containing measurements and quality flags of one month 2. Tab separated station location metadata (metadata_stations_YYYY-MM.tsv) 3. Metadata of the dataset describing variable names and quality flag levels (metadata_measurements.json) 4. General comments on data availability and quality for the month (comments_quality_control_YYYY-MM.txt) 5. Log file of changes (change_log_YYYY-MM.txt) Station location metadata is given on a monthly basis because stations can be relocated. Therefore, we recommend to use the metadata valid for its corresponding month. VERSION UPDATES Version 7: - Recalculation of height information for all stations - One station has been moved to a new, nearby location on 16th September 2021 ACKNOWLEDGEMENTS The data have been collected and processed by Fraunhofer ISE in the framework of PV-Live, a project in cooperation with TransnetBW. We thank our station partners for cooperation in installing and maintaining our measurement stations: EnBW Solar, Badenova, Pohlen Solar, Oekogeno Solar7, Ecovision, Hochschule Ulm, Hofgemeinschaft Heggelbach, Soltechnics-solution and the Stadtwerke Karlsruhe, Grünstadt, Buchen, Crailsheim, Schwäbisch Hall, Pforzheim, Konstanz, Waldshut-Tiengen, Schwäbisch Gmünd, Ravensburg, Eberbach, Baden-Baden. {"references": ["Lorenz, E. et al. (2022). High resolution measurement network of global horizontal and tilted solar irradiance in southern Germany with a new quality control scheme, Solar Energy, Volume 231, Pages 593-606. DOI:10.1016/j.solener.2021.11.023", "Lorenz, E. et al. (2020). Minute Resolution Measurement Network for Global Horizontal and Tilted Solar Irradiance for a Transmission System Control Area in Southern Germany, in: Proceedings of the 37th European Photovoltaic Solar Energy Conference and Exhibition, pp. 1250 - 1255. DOI:10.4229/EUPVSEC20202020-5BO.7.4"]}
ZENODO arrow_drop_down Smithsonian figshareDataset . 2021License: CC BYData sources: Bielefeld Academic Search Engine (BASE)Smithsonian figshareDataset . 2021License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
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For further information contact us at helpdesk@openaire.eu1 citations 1 popularity Top 10% influence Average impulse Average Powered by BIP!
more_vert ZENODO arrow_drop_down Smithsonian figshareDataset . 2021License: CC BYData sources: Bielefeld Academic Search Engine (BASE)Smithsonian figshareDataset . 2021License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
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For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article 2022 FrancePublisher:Elsevier BV Lorenz, Elke; Guthke, Philipp; Dittmann, Anna; Holland, Nicolas; Herzberg, Wiebke; Karalus, Steffen; Müller, Björn; Braun, Christian; Heydenreich, Wolfgang; Saint-Drenan, Yves-Marie;International audience
Solar Energy arrow_drop_down MINES ParisTech: Open Archive (HAL)Article . 2022Data sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1016/j.solener.2021.11.023&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess Routeshybrid 10 citations 10 popularity Top 10% influence Top 10% impulse Top 10% Powered by BIP!
more_vert Solar Energy arrow_drop_down MINES ParisTech: Open Archive (HAL)Article . 2022Data sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1016/j.solener.2021.11.023&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type 2023Embargo end date: 28 Apr 2023Publisher:MDPI AG Karalus, Steffen; Köpfer, Benedikt; Guthke, Philipp; Killinger, Sven; Lorenz, Elke;Self-consumption of the energy generated by photovoltaics (PV) is playing an increasingly important role in the power grid. “Prosumer” systems consume part of the produced energy directly to meet the local demand, which reduces the feed-in into as well as the demand from the grid. In order to analyse the effects of PV self-consumption in the power grid, we introduce a stochastic bottom-up model of PV power generation and local consumption in the control area of the German transmission system operator TransnetBW. We set up a realistic portfolio of more than 100,000 PV/prosumer systems to generate representative time series of PV generation and consumption as a basis to derive self-consumption and feed-in. This model allows for the investigation of the time-dependent behaviour in detail for the full portfolio whereas measurements are presently only available as aggregated feed-in time series over a nonrepresentative subset of systems. We analyse the variation of self-consumption with PV generation and consumption at the portfolio level and its seasonal, weekly and diurnal cycles. Furthermore, we study a scenario of 100% prosumers as a limiting case for a situation without subsidized feed-in tariffs and local energy storage.
Energies arrow_drop_down EnergiesOther literature type . 2023License: CC BYFull-Text: http://www.mdpi.com/1996-1073/16/7/3059/pdfData sources: Multidisciplinary Digital Publishing Instituteadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/en16073059&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess Routesgold 5 citations 5 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert Energies arrow_drop_down EnergiesOther literature type . 2023License: CC BYFull-Text: http://www.mdpi.com/1996-1073/16/7/3059/pdfData sources: Multidisciplinary Digital Publishing Instituteadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/en16073059&type=result"></script>'); --> </script>
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Research data keyboard_double_arrow_right Dataset 2021Publisher:Zenodo Dittmann, Anna; Dinger, Florian; Herzberg, Wiebke; Holland, Nicolas; Karalus, Steffen; Braun, Christian; Zähringer, Ralph; Heydenreich, Wolfgang; Lorenz, Elke;doi: 10.5281/zenodo.6633687 , 10.5281/zenodo.6543658 , 10.5281/zenodo.5851226 , 10.5281/zenodo.6028096 , 10.5281/zenodo.14750853 , 10.5281/zenodo.4036728 , 10.5281/zenodo.6907069 , 10.5281/zenodo.5675902 , 10.5281/zenodo.7886668 , 10.5281/zenodo.11092107 , 10.5281/zenodo.5196408 , 10.5281/zenodo.7061552 , 10.5281/zenodo.10870406 , 10.5281/zenodo.8224200 , 10.5281/zenodo.8415144 , 10.5281/zenodo.13882642 , 10.5281/zenodo.6394506 , 10.5281/zenodo.7689484 , 10.5281/zenodo.7236002 , 10.5281/zenodo.15013388 , 10.5281/zenodo.15013370 , 10.5281/zenodo.13882783 , 10.5281/zenodo.5127880 , 10.5281/zenodo.10694041 , 10.5281/zenodo.6857514 , 10.5281/zenodo.7311989 , 10.5281/zenodo.5548096 , 10.5281/zenodo.6511400 , 10.5281/zenodo.10592604 , 10.5281/zenodo.10552683 , 10.5281/zenodo.10137936 , 10.5281/zenodo.4036729 , 10.5281/zenodo.14750836 , 10.5281/zenodo.5795497 , 10.5281/zenodo.10729508 , 10.5281/zenodo.4817696 , 10.5281/zenodo.7157297 , 10.5281/zenodo.8219124 , 10.5281/zenodo.13308552
doi: 10.5281/zenodo.6633687 , 10.5281/zenodo.6543658 , 10.5281/zenodo.5851226 , 10.5281/zenodo.6028096 , 10.5281/zenodo.14750853 , 10.5281/zenodo.4036728 , 10.5281/zenodo.6907069 , 10.5281/zenodo.5675902 , 10.5281/zenodo.7886668 , 10.5281/zenodo.11092107 , 10.5281/zenodo.5196408 , 10.5281/zenodo.7061552 , 10.5281/zenodo.10870406 , 10.5281/zenodo.8224200 , 10.5281/zenodo.8415144 , 10.5281/zenodo.13882642 , 10.5281/zenodo.6394506 , 10.5281/zenodo.7689484 , 10.5281/zenodo.7236002 , 10.5281/zenodo.15013388 , 10.5281/zenodo.15013370 , 10.5281/zenodo.13882783 , 10.5281/zenodo.5127880 , 10.5281/zenodo.10694041 , 10.5281/zenodo.6857514 , 10.5281/zenodo.7311989 , 10.5281/zenodo.5548096 , 10.5281/zenodo.6511400 , 10.5281/zenodo.10592604 , 10.5281/zenodo.10552683 , 10.5281/zenodo.10137936 , 10.5281/zenodo.4036729 , 10.5281/zenodo.14750836 , 10.5281/zenodo.5795497 , 10.5281/zenodo.10729508 , 10.5281/zenodo.4817696 , 10.5281/zenodo.7157297 , 10.5281/zenodo.8219124 , 10.5281/zenodo.13308552
The PV-Live dataset comprises data from a network of 40 solar irradiance measurement stations across the German state of Baden-Württemberg. All stations measure global horizontal irradiance and temperature with a pyranometer, and global tilted irradiance in east, south, and west direction with tilt angles of 25° with three photovoltaic reference cells in minute resolution. A quality control scheme has been developed specifically for this dataset and is applied to the measurements before publication. The minute resolution irradiance and temperature measurements are published with the derived quality flags. A description of the dataset and the quality control scheme is given in Lorenz et al. (2022) and Lorenz et al. (2020). The dataset contains data from September 2020 onwards. It will be continuously extended by adding data of the previous month on a monthly basis. QUALITY FLAGS Two types of flags are provided with the data. Each sensor is assigned a general quality flag, which is based on a combination of different tests. In addition, a shading flag is given, which is not sensor specific, i.e. it applies to all irradiance sensors simultaneously. The flags can have the levels 'passed, all tests complete', 'passed, not all tests complete', 'failed tests, likely erroneous' or 'failed tests, most likely erroneous'. If the flag level of the general quality flags is 'failed tests, most likely erroneous' the corresponding measurement value is set to NaN. DATA FORMAT The data is published as monthly .zip archives. Each archive contains the following files: 1. Tab separated data files (tng000XX_YYYY-MM.tsv) for each station, containing measurements and quality flags of one month 2. Tab separated station location metadata (metadata_stations_YYYY-MM.tsv) 3. Metadata of the dataset describing variable names and quality flag levels (metadata_measurements.json) 4. General comments on data availability and quality for the month (comments_quality_control_YYYY-MM.txt) 5. Log file of changes (change_log_YYYY-MM.txt) Station location metadata is given on a monthly basis because stations can be relocated. Therefore, we recommend to use the metadata valid for its corresponding month. VERSION UPDATES Version 7: - Recalculation of height information for all stations - One station has been moved to a new, nearby location on 16th September 2021 ACKNOWLEDGEMENTS The data have been collected and processed by Fraunhofer ISE in the framework of PV-Live, a project in cooperation with TransnetBW. We thank our station partners for cooperation in installing and maintaining our measurement stations: EnBW Solar, Badenova, Pohlen Solar, Oekogeno Solar7, Ecovision, Hochschule Ulm, Hofgemeinschaft Heggelbach, Soltechnics-solution and the Stadtwerke Karlsruhe, Grünstadt, Buchen, Crailsheim, Schwäbisch Hall, Pforzheim, Konstanz, Waldshut-Tiengen, Schwäbisch Gmünd, Ravensburg, Eberbach, Baden-Baden. {"references": ["Lorenz, E. et al. (2022). High resolution measurement network of global horizontal and tilted solar irradiance in southern Germany with a new quality control scheme, Solar Energy, Volume 231, Pages 593-606. DOI:10.1016/j.solener.2021.11.023", "Lorenz, E. et al. (2020). Minute Resolution Measurement Network for Global Horizontal and Tilted Solar Irradiance for a Transmission System Control Area in Southern Germany, in: Proceedings of the 37th European Photovoltaic Solar Energy Conference and Exhibition, pp. 1250 - 1255. DOI:10.4229/EUPVSEC20202020-5BO.7.4"]}
ZENODO arrow_drop_down Smithsonian figshareDataset . 2021License: CC BYData sources: Bielefeld Academic Search Engine (BASE)Smithsonian figshareDataset . 2021License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.5281/zenodo.6633687&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu1 citations 1 popularity Top 10% influence Average impulse Average Powered by BIP!
more_vert ZENODO arrow_drop_down Smithsonian figshareDataset . 2021License: CC BYData sources: Bielefeld Academic Search Engine (BASE)Smithsonian figshareDataset . 2021License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.5281/zenodo.6633687&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article 2022 FrancePublisher:Elsevier BV Lorenz, Elke; Guthke, Philipp; Dittmann, Anna; Holland, Nicolas; Herzberg, Wiebke; Karalus, Steffen; Müller, Björn; Braun, Christian; Heydenreich, Wolfgang; Saint-Drenan, Yves-Marie;International audience
Solar Energy arrow_drop_down MINES ParisTech: Open Archive (HAL)Article . 2022Data sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1016/j.solener.2021.11.023&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess Routeshybrid 10 citations 10 popularity Top 10% influence Top 10% impulse Top 10% Powered by BIP!
more_vert Solar Energy arrow_drop_down MINES ParisTech: Open Archive (HAL)Article . 2022Data sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1016/j.solener.2021.11.023&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type 2023Embargo end date: 28 Apr 2023Publisher:MDPI AG Karalus, Steffen; Köpfer, Benedikt; Guthke, Philipp; Killinger, Sven; Lorenz, Elke;Self-consumption of the energy generated by photovoltaics (PV) is playing an increasingly important role in the power grid. “Prosumer” systems consume part of the produced energy directly to meet the local demand, which reduces the feed-in into as well as the demand from the grid. In order to analyse the effects of PV self-consumption in the power grid, we introduce a stochastic bottom-up model of PV power generation and local consumption in the control area of the German transmission system operator TransnetBW. We set up a realistic portfolio of more than 100,000 PV/prosumer systems to generate representative time series of PV generation and consumption as a basis to derive self-consumption and feed-in. This model allows for the investigation of the time-dependent behaviour in detail for the full portfolio whereas measurements are presently only available as aggregated feed-in time series over a nonrepresentative subset of systems. We analyse the variation of self-consumption with PV generation and consumption at the portfolio level and its seasonal, weekly and diurnal cycles. Furthermore, we study a scenario of 100% prosumers as a limiting case for a situation without subsidized feed-in tariffs and local energy storage.
Energies arrow_drop_down EnergiesOther literature type . 2023License: CC BYFull-Text: http://www.mdpi.com/1996-1073/16/7/3059/pdfData sources: Multidisciplinary Digital Publishing Instituteadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/en16073059&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess Routesgold 5 citations 5 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert Energies arrow_drop_down EnergiesOther literature type . 2023License: CC BYFull-Text: http://www.mdpi.com/1996-1073/16/7/3059/pdfData sources: Multidisciplinary Digital Publishing Instituteadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/en16073059&type=result"></script>'); --> </script>
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